The Mean-ing of Loss Functions
Introduction to Bregman projections in information geometry, exploration connections between basic loss functions and the mean as a predictor.
Introduction to Bregman projections in information geometry, exploration connections between basic loss functions and the mean as a predictor.
A beginner-friendly introduction to stochastic calculus, focusing on intuition and calculus-based derivations instead of heavy probability theory formalism.
Introduction Calculus can be quite tedious when computed symbolically by hand. In many modern applications (for example, in machine learning), automatic differentiation is used to efficiently comp...
A derivation of the reverse-time stochastic differential equation used in Score-Based Generative Modeling.